Counterfactual Quotient Models: Learning What Actions Change, Not What the World Does

Junlin Chen, Ruijie Wang, Jianxin Li

Reinforcement-learning models commonly predict complete future states, observations, or feature occupancies, even though action selection depends only on differences between the co…